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Author

Christin Seifer

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Preprint Sep 2026

Targeted Visual Counterfactual Explanations for Contrastive Vision-Language Model

Current explanation methods for contrastive vision-language models such as CLIP mainly identify important regions without showing how to change the input in order to get a target prediction. We introduce Mask-guided Adaptive Counterfactual Explanations (MACE), a targeted visual counterfactual method designed specifical...

Van Bach Nguyen, Jörg Schlötterer, Christin Seifer · 0 citations

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